Ultimately, we identified the CTSK + MRC2 + CAF cluster as an APPCAF cluster that interacts strongly with T cells, which may help regulate different aspects of tumor immune microenvironment (TIME) biology. The gene discussed is CTSK; the disease is neoplasm.